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typos in xgboost
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doc/pub/DecisionTrees/html/._DecisionTrees-bs000.html

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('Gradient Boosting, algorithm', 2, None, '___sec50'),
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('XGBoost: Extreme Gradient Boosting', 2, None, '___sec53')]}
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('Xgboost on the Cancer Data', 2, None, '___sec54')]}
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<!-- navigation toc: --> <li><a href="._DecisionTrees-bs052.html#___sec51" style="font-size: 80%;">Gradient Boosting, Examples</a></li>
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<!-- navigation toc: --> <li><a href="._DecisionTrees-bs053.html#___sec52" style="font-size: 80%;">Gradient Boots with Early Stopping</a></li>
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doc/pub/DecisionTrees/html/._DecisionTrees-bs001.html

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('Gradient Boosting, algorithm', 2, None, '___sec50'),
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('Gradient Boots with Early Stopping', 2, None, '___sec52'),
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('XGBoost: Extreme Gradient Boosting', 2, None, '___sec53')]}
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('XGBoost: Extreme Gradient Boosting', 2, None, '___sec53'),
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('Xgboost on the Cancer Data', 2, None, '___sec54')]}
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<!-- navigation toc: --> <li><a href="._DecisionTrees-bs052.html#___sec51" style="font-size: 80%;">Gradient Boosting, Examples</a></li>
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<!-- navigation toc: --> <li><a href="._DecisionTrees-bs053.html#___sec52" style="font-size: 80%;">Gradient Boots with Early Stopping</a></li>
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doc/pub/DecisionTrees/html/._DecisionTrees-bs002.html

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('Gradient Boosting, algorithm', 2, None, '___sec50'),
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('Gradient Boots with Early Stopping', 2, None, '___sec52'),
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('XGBoost: Extreme Gradient Boosting', 2, None, '___sec53')]}
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('XGBoost: Extreme Gradient Boosting', 2, None, '___sec53'),
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('Xgboost on the Cancer Data', 2, None, '___sec54')]}
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<!-- navigation toc: --> <li><a href="._DecisionTrees-bs052.html#___sec51" style="font-size: 80%;">Gradient Boosting, Examples</a></li>
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<!-- navigation toc: --> <li><a href="._DecisionTrees-bs053.html#___sec52" style="font-size: 80%;">Gradient Boots with Early Stopping</a></li>
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doc/pub/DecisionTrees/html/._DecisionTrees-bs003.html

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<!-- navigation toc: --> <li><a href="._DecisionTrees-bs052.html#___sec51" style="font-size: 80%;">Gradient Boosting, Examples</a></li>
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doc/pub/DecisionTrees/html/._DecisionTrees-bs004.html

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('Gradient Boosting, algorithm', 2, None, '___sec50'),
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('Gradient Boots with Early Stopping', 2, None, '___sec52'),
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('XGBoost: Extreme Gradient Boosting', 2, None, '___sec53')]}
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('XGBoost: Extreme Gradient Boosting', 2, None, '___sec53'),
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<!-- navigation toc: --> <li><a href="._DecisionTrees-bs052.html#___sec51" style="font-size: 80%;">Gradient Boosting, Examples</a></li>
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doc/pub/DecisionTrees/html/._DecisionTrees-bs005.html

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('XGBoost: Extreme Gradient Boosting', 2, None, '___sec53')]}
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doc/pub/DecisionTrees/html/._DecisionTrees-bs006.html

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('XGBoost: Extreme Gradient Boosting', 2, None, '___sec53')]}
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('XGBoost: Extreme Gradient Boosting', 2, None, '___sec53'),
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<!-- navigation toc: --> <li><a href="._DecisionTrees-bs052.html#___sec51" style="font-size: 80%;">Gradient Boosting, Examples</a></li>
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<!-- navigation toc: --> <li><a href="._DecisionTrees-bs053.html#___sec52" style="font-size: 80%;">Gradient Boots with Early Stopping</a></li>
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doc/pub/DecisionTrees/html/._DecisionTrees-bs007.html

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('XGBoost: Extreme Gradient Boosting', 2, None, '___sec53')]}
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doc/pub/DecisionTrees/html/._DecisionTrees-bs008.html

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doc/pub/DecisionTrees/html/._DecisionTrees-bs009.html

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